diff --git a/CHANGELOG.md b/CHANGELOG.md
index af7488e92..b1450d8e7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,9 @@ The changelog format is based on [Keep a Changelog](https://keepachangelog.com/e
 This project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html) and all PyGraphistry-specific breaking changes are explictly noted here.
 
 ## [Development]
+### Docs
+
+* Update Python remote mode notebook: Fixed engine results
 
 ## [0.35.1 - 2024-12-11]
 
diff --git a/demos/gfql/python_remote.ipynb b/demos/gfql/python_remote.ipynb
index 103eb3ffd..9487e1510 100644
--- a/demos/gfql/python_remote.ipynb
+++ b/demos/gfql/python_remote.ipynb
@@ -33,15 +33,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 6,
    "id": "a6ce5887-106e-49b9-a33c-1d9c05dc270c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-11T00:59:25.986628Z",
-     "iopub.status.busy": "2024-12-11T00:59:25.985970Z",
-     "iopub.status.idle": "2024-12-11T00:59:30.988553Z",
-     "shell.execute_reply": "2024-12-11T00:59:30.988042Z",
-     "shell.execute_reply.started": "2024-12-11T00:59:25.986581Z"
+     "iopub.execute_input": "2024-12-13T20:28:09.287758Z",
+     "iopub.status.busy": "2024-12-13T20:28:09.286951Z",
+     "iopub.status.idle": "2024-12-13T20:28:09.293049Z",
+     "shell.execute_reply": "2024-12-13T20:28:09.292329Z",
+     "shell.execute_reply.started": "2024-12-13T20:28:09.287727Z"
     }
    },
    "outputs": [
@@ -51,7 +51,7 @@
        "'0+unknown'"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -65,15 +65,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 23,
    "id": "e373cabf-85f4-470b-9aeb-ec5c54cf747d",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-11T00:59:30.989945Z",
-     "iopub.status.busy": "2024-12-11T00:59:30.989634Z",
-     "iopub.status.idle": "2024-12-11T00:59:31.576987Z",
-     "shell.execute_reply": "2024-12-11T00:59:31.575478Z",
-     "shell.execute_reply.started": "2024-12-11T00:59:30.989930Z"
+     "iopub.execute_input": "2024-12-13T20:30:03.447464Z",
+     "iopub.status.busy": "2024-12-13T20:30:03.447098Z",
+     "iopub.status.idle": "2024-12-13T20:30:04.267042Z",
+     "shell.execute_reply": "2024-12-13T20:30:04.266177Z",
+     "shell.execute_reply.started": "2024-12-13T20:30:03.447436Z"
     }
    },
    "outputs": [],
@@ -91,15 +91,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 8,
    "id": "dd360170-85f6-4d8e-8787-268315694a34",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-11T00:59:31.579362Z",
-     "iopub.status.busy": "2024-12-11T00:59:31.579210Z",
-     "iopub.status.idle": "2024-12-11T00:59:31.595650Z",
-     "shell.execute_reply": "2024-12-11T00:59:31.594190Z",
-     "shell.execute_reply.started": "2024-12-11T00:59:31.579348Z"
+     "iopub.execute_input": "2024-12-13T20:28:11.158692Z",
+     "iopub.status.busy": "2024-12-13T20:28:11.157916Z",
+     "iopub.status.idle": "2024-12-13T20:28:11.163897Z",
+     "shell.execute_reply": "2024-12-13T20:28:11.163175Z",
+     "shell.execute_reply.started": "2024-12-13T20:28:11.158662Z"
     }
    },
    "outputs": [],
@@ -128,15 +128,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 9,
    "id": "964868b3-bebe-4fab-8555-ac04fdaa9602",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-11T00:59:31.597246Z",
-     "iopub.status.busy": "2024-12-11T00:59:31.597006Z",
-     "iopub.status.idle": "2024-12-11T00:59:33.221509Z",
-     "shell.execute_reply": "2024-12-11T00:59:33.219751Z",
-     "shell.execute_reply.started": "2024-12-11T00:59:31.597227Z"
+     "iopub.execute_input": "2024-12-13T20:28:13.528095Z",
+     "iopub.status.busy": "2024-12-13T20:28:13.527734Z",
+     "iopub.status.idle": "2024-12-13T20:28:15.563191Z",
+     "shell.execute_reply": "2024-12-13T20:28:15.562283Z",
+     "shell.execute_reply.started": "2024-12-13T20:28:13.528068Z"
     }
    },
    "outputs": [
@@ -144,19 +144,19 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 99.4 ms, sys: 10.1 ms, total: 110 ms\n",
-      "Wall time: 1.61 s\n"
+      "CPU times: user 70.1 ms, sys: 1.24 ms, total: 71.3 ms\n",
+      "Wall time: 2.03 s\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "{'dataset_id': '9db15bc1817b4b918f878add24e04eff',\n",
+       "{'dataset_id': '0a56aa27ec1e4112b1458e960dc6f674',\n",
        " 'nodes_file_id': None,\n",
-       " 'edges_file_id': 'db35c2b29d484ec48ebc407b63ba548a'}"
+       " 'edges_file_id': '271a00f639a748fcaaaf620437bcd0f2'}"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -207,15 +207,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 10,
    "id": "6178ba55-adf5-4636-bfff-d31b80bf3f3d",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-11T00:59:33.222707Z",
-     "iopub.status.busy": "2024-12-11T00:59:33.222510Z",
-     "iopub.status.idle": "2024-12-11T00:59:33.839784Z",
-     "shell.execute_reply": "2024-12-11T00:59:33.839261Z",
-     "shell.execute_reply.started": "2024-12-11T00:59:33.222689Z"
+     "iopub.execute_input": "2024-12-13T20:28:18.872942Z",
+     "iopub.status.busy": "2024-12-13T20:28:18.872553Z",
+     "iopub.status.idle": "2024-12-13T20:28:19.993958Z",
+     "shell.execute_reply": "2024-12-13T20:28:19.993299Z",
+     "shell.execute_reply.started": "2024-12-13T20:28:18.872914Z"
     }
    },
    "outputs": [
@@ -279,7 +279,7 @@
        "2  c  d  z  6"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -303,15 +303,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "id": "4651bcf1-ea7c-4a42-b107-54ff3030ecfb",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-11T01:01:43.909582Z",
-     "iopub.status.busy": "2024-12-11T01:01:43.909084Z",
-     "iopub.status.idle": "2024-12-11T01:01:43.914974Z",
-     "shell.execute_reply": "2024-12-11T01:01:43.914420Z",
-     "shell.execute_reply.started": "2024-12-11T01:01:43.909560Z"
+     "iopub.execute_input": "2024-12-13T20:28:20.664522Z",
+     "iopub.status.busy": "2024-12-13T20:28:20.664170Z",
+     "iopub.status.idle": "2024-12-13T20:28:20.672439Z",
+     "shell.execute_reply": "2024-12-13T20:28:20.671526Z",
+     "shell.execute_reply.started": "2024-12-13T20:28:20.664495Z"
     }
    },
    "outputs": [
@@ -368,7 +368,7 @@
        "3  d"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -391,15 +391,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 12,
    "id": "e398a92f-ac98-4cb6-a8da-e5e8c3c44e64",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-11T00:59:33.846258Z",
-     "iopub.status.busy": "2024-12-11T00:59:33.846104Z",
-     "iopub.status.idle": "2024-12-11T00:59:34.452831Z",
-     "shell.execute_reply": "2024-12-11T00:59:34.452275Z",
-     "shell.execute_reply.started": "2024-12-11T00:59:33.846244Z"
+     "iopub.execute_input": "2024-12-13T20:28:21.240928Z",
+     "iopub.status.busy": "2024-12-13T20:28:21.240353Z",
+     "iopub.status.idle": "2024-12-13T20:28:23.761880Z",
+     "shell.execute_reply": "2024-12-13T20:28:23.761248Z",
+     "shell.execute_reply.started": "2024-12-13T20:28:21.240899Z"
     }
    },
    "outputs": [
@@ -456,7 +456,7 @@
        "3  d"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -482,15 +482,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 13,
    "id": "726e1b3e-1c64-40e9-8899-751278eb2f20",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-10T04:54:05.505977Z",
-     "iopub.status.busy": "2024-12-10T04:54:05.505819Z",
-     "iopub.status.idle": "2024-12-10T04:54:06.084846Z",
-     "shell.execute_reply": "2024-12-10T04:54:06.084271Z",
-     "shell.execute_reply.started": "2024-12-10T04:54:05.505963Z"
+     "iopub.execute_input": "2024-12-13T20:28:25.017517Z",
+     "iopub.status.busy": "2024-12-13T20:28:25.017149Z",
+     "iopub.status.idle": "2024-12-13T20:28:26.003078Z",
+     "shell.execute_reply": "2024-12-13T20:28:26.002314Z",
+     "shell.execute_reply.started": "2024-12-13T20:28:25.017490Z"
     }
    },
    "outputs": [
@@ -547,7 +547,7 @@
        "3  d"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -580,15 +580,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 14,
    "id": "07260929-edd6-4368-b9dd-7d495a8a6184",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-10T05:02:45.970850Z",
-     "iopub.status.busy": "2024-12-10T05:02:45.969570Z",
-     "iopub.status.idle": "2024-12-10T05:02:46.507418Z",
-     "shell.execute_reply": "2024-12-10T05:02:46.506800Z",
-     "shell.execute_reply.started": "2024-12-10T05:02:45.970797Z"
+     "iopub.execute_input": "2024-12-13T20:28:27.754936Z",
+     "iopub.status.busy": "2024-12-13T20:28:27.754304Z",
+     "iopub.status.idle": "2024-12-13T20:28:28.723173Z",
+     "shell.execute_reply": "2024-12-13T20:28:28.722541Z",
+     "shell.execute_reply.started": "2024-12-13T20:28:27.754906Z"
     }
    },
    "outputs": [
@@ -645,7 +645,7 @@
        "3  d"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -671,15 +671,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "2a133721-2e22-4839-925b-415711bab303",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-10T05:27:02.748824Z",
-     "iopub.status.busy": "2024-12-10T05:27:02.748546Z",
-     "iopub.status.idle": "2024-12-10T05:27:03.330183Z",
-     "shell.execute_reply": "2024-12-10T05:27:03.329614Z",
-     "shell.execute_reply.started": "2024-12-10T05:27:02.748805Z"
+     "iopub.execute_input": "2024-12-13T20:28:28.724172Z",
+     "iopub.status.busy": "2024-12-13T20:28:28.724037Z",
+     "iopub.status.idle": "2024-12-13T20:28:29.725565Z",
+     "shell.execute_reply": "2024-12-13T20:28:29.724551Z",
+     "shell.execute_reply.started": "2024-12-13T20:28:28.724159Z"
     }
    },
    "outputs": [
@@ -689,7 +689,7 @@
        "(4, 3)"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -721,15 +721,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 16,
    "id": "7d4a82e7-d4bc-4edc-b71a-9ac2eefa86fb",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-11T01:07:02.674773Z",
-     "iopub.status.busy": "2024-12-11T01:07:02.674111Z",
-     "iopub.status.idle": "2024-12-11T01:07:03.370257Z",
-     "shell.execute_reply": "2024-12-11T01:07:03.369675Z",
-     "shell.execute_reply.started": "2024-12-11T01:07:02.674723Z"
+     "iopub.execute_input": "2024-12-13T20:28:35.788185Z",
+     "iopub.status.busy": "2024-12-13T20:28:35.787552Z",
+     "iopub.status.idle": "2024-12-13T20:28:36.758355Z",
+     "shell.execute_reply": "2024-12-13T20:28:36.757417Z",
+     "shell.execute_reply.started": "2024-12-13T20:28:35.788155Z"
     }
    },
    "outputs": [
@@ -739,7 +739,7 @@
        "{'num_edges': 3, 'num_nodes': 4}"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -768,26 +768,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 20,
    "id": "5c2fe5d2-af95-454c-923c-865454e39ca0",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-11T01:13:50.572178Z",
-     "iopub.status.busy": "2024-12-11T01:13:50.571921Z",
-     "iopub.status.idle": "2024-12-11T01:13:51.337704Z",
-     "shell.execute_reply": "2024-12-11T01:13:51.336010Z",
-     "shell.execute_reply.started": "2024-12-11T01:13:50.572160Z"
+     "iopub.execute_input": "2024-12-13T20:29:19.778216Z",
+     "iopub.status.busy": "2024-12-13T20:29:19.777464Z",
+     "iopub.status.idle": "2024-12-13T20:29:20.728529Z",
+     "shell.execute_reply": "2024-12-13T20:29:20.727601Z",
+     "shell.execute_reply.started": "2024-12-13T20:29:19.778196Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'edges': \"<class 'pandas.core.frame.DataFrame'>\",\n",
-       " 'nodes': \"<class 'NoneType'>\"}"
+       "{'edges': \"<class 'cudf.core.dataframe.DataFrame'>\",\n",
+       " 'nodes': \"<class 'cudf.core.dataframe.DataFrame'>\"}"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -796,7 +796,7 @@
     "def report_types(g):\n",
     "    return {\n",
     "        'edges': str(type(g._edges)),\n",
-    "        'nodes': str(type(g._nodes))\n",
+    "        'nodes': str(type(g.materialize_nodes()._nodes))\n",
     "    }\n",
     "\n",
     "g2.python_remote_json(report_types)"
@@ -804,15 +804,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 21,
    "id": "8d37c766-de56-415b-95c9-b66e8f6bdefb",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-11T01:13:05.836973Z",
-     "iopub.status.busy": "2024-12-11T01:13:05.836716Z",
-     "iopub.status.idle": "2024-12-11T01:13:06.483622Z",
-     "shell.execute_reply": "2024-12-11T01:13:06.483119Z",
-     "shell.execute_reply.started": "2024-12-11T01:13:05.836955Z"
+     "iopub.execute_input": "2024-12-13T20:29:24.130251Z",
+     "iopub.status.busy": "2024-12-13T20:29:24.129947Z",
+     "iopub.status.idle": "2024-12-13T20:29:25.090585Z",
+     "shell.execute_reply": "2024-12-13T20:29:25.089837Z",
+     "shell.execute_reply.started": "2024-12-13T20:29:24.130235Z"
     }
    },
    "outputs": [
@@ -820,10 +820,10 @@
      "data": {
       "text/plain": [
        "{'edges': \"<class 'pandas.core.frame.DataFrame'>\",\n",
-       " 'nodes': \"<class 'NoneType'>\"}"
+       " 'nodes': \"<class 'pandas.core.frame.DataFrame'>\"}"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -832,7 +832,7 @@
     "def report_types(g):\n",
     "    return {\n",
     "        'edges': str(type(g._edges)),\n",
-    "        'nodes': str(type(g._nodes))\n",
+    "        'nodes': str(type(g.materialize_nodes()._nodes))\n",
     "    }\n",
     "\n",
     "g2.python_remote_json(report_types, engine='pandas')"
@@ -840,26 +840,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 22,
    "id": "f453f0f8-0c26-4729-982f-c56e8e42c82a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-12-11T01:13:26.005979Z",
-     "iopub.status.busy": "2024-12-11T01:13:26.005365Z",
-     "iopub.status.idle": "2024-12-11T01:13:26.554910Z",
-     "shell.execute_reply": "2024-12-11T01:13:26.554342Z",
-     "shell.execute_reply.started": "2024-12-11T01:13:26.005930Z"
+     "iopub.execute_input": "2024-12-13T20:29:27.858937Z",
+     "iopub.status.busy": "2024-12-13T20:29:27.858574Z",
+     "iopub.status.idle": "2024-12-13T20:29:28.879929Z",
+     "shell.execute_reply": "2024-12-13T20:29:28.879269Z",
+     "shell.execute_reply.started": "2024-12-13T20:29:27.858910Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'edges': \"<class 'pandas.core.frame.DataFrame'>\",\n",
-       " 'nodes': \"<class 'NoneType'>\"}"
+       "{'edges': \"<class 'cudf.core.dataframe.DataFrame'>\",\n",
+       " 'nodes': \"<class 'cudf.core.dataframe.DataFrame'>\"}"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -868,7 +868,7 @@
     "def report_types(g):\n",
     "    return {\n",
     "        'edges': str(type(g._edges)),\n",
-    "        'nodes': str(type(g._nodes))\n",
+    "        'nodes': str(type(g.materialize_nodes()._nodes))\n",
     "    }\n",
     "\n",
     "g2.python_remote_json(report_types, engine='cudf')"